{"id":"W4413974918","doi":"10.1016/j.tim.2025.08.011","title":"Scientific mobility in microbiology – 7","year":2025,"lang":"en","type":"article","venue":"Trends in Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Microbiology; Computational biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0186921,0.001219749,0.001014009,0.003192973,0.003206146,0.01384848,0.002345525,0.007202453,0.05467026],"category_scores_gemma":[0.01932172,0.0004958007,0.0008878934,0.002568831,0.01193495,0.01688672,0.01078306,0.009294548,0.01538592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004795822,"about_ca_system_score_gemma":0.01060014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468097,"about_ca_topic_score_gemma":0.00251523,"domain_scores_codex":[0.9894499,0.004008661,0.0005953316,0.001046967,0.003637914,0.001261301],"domain_scores_gemma":[0.9746081,0.00576363,0.001552399,0.003502735,0.006301989,0.008271122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004821059,0.00005497984,0.0005650553,0.0004596939,0.00002241896,0.00009998035,0.001373458,0.0001185826,0.0007995371,0.3716879,0.5027243,0.1220459],"study_design_scores_gemma":[0.000006272544,0.00003151079,0.0003985011,0.0003239394,0.000004643974,0.00008262511,0.0007529096,0.00005840031,0.0001055389,0.04692782,0.951297,0.00001089049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002062191,0.1250654,0.003006285,0.5546712,0.1264454,0.00003535023,0.0001660805,0.0002240939,0.1883239],"genre_scores_gemma":[0.1070696,0.1445394,0.005041743,0.1614867,0.2837286,0.0002008927,0.0005707151,0.0006297384,0.2967326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05467026,"threshold_uncertainty_score":0.1828902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286532495795759,"score_gpt":0.2700629529344082,"score_spread":0.2571976279764506,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}